Ensemble of sparse classifiers for high-dimensional biological data.
Sunghan KimFabien ScalzoDonatello TelescaXiao HuPublished in: Int. J. Data Min. Bioinform. (2015)
Keyphrases
- biological data
- high dimensional
- microarray data
- ensemble learning
- ensemble classifier
- high throughput
- sparse data
- classifier ensemble
- training data
- molecular biology
- training set
- low dimensional
- feature selection
- statistical methods
- dimensionality reduction
- biological networks
- data analysis
- systems biology
- high dimensionality
- decision trees
- ensemble methods
- protein protein interactions
- data sources
- machine learning methods
- knowledge discovery
- nearest neighbor
- similarity search
- huge volume of data
- data integration
- data points
- data sets
- microarray
- high dimensional data
- biological sequences
- feature space
- machine learning algorithms
- mining graph data
- learning algorithm
- feature extraction
- gene expression
- statistical model
- data processing